Cabanga ngezwe lapho amakhompyutha anembe kakhulu kunabantu ekutolikeni idatha ebonakalayo. Izinkambu zokubona ngekhompyutha nokufunda ngomshini zenze lo mbono waba ngokoqobo.
Ukubona ngekhompyutha nokufunda ngomshini, kuyizici ezimbili ezibalulekile ze-AI. Kwesinye isikhathi bayadideka omunye komunye. Zingase zisetshenziswe ngokushintshana.
Nokho, ziyizindawo ezihlukene ezinezindlela ezihlukene. Kulokhu okuthunyelwe, sizoxoxa ngokungafani phakathi kombono wekhompyutha kanye ukufunda imishini. Hlanganyela nathi njengoba sihlola lezizindatshana ze-AI ezikhangayo.
Kungani Kufanele Siwenze Lo Mahluko?
Kokubili ukubona ngekhompyutha nokufunda ngomshini kuyizingxenye ezibalulekile zobuhlakani bokwenziwa. Nokho, banezinqubo nezinjongo ezahlukene. Ngokwazi umehluko phakathi kwabo singasebenzisa kangcono amandla e-AI.
Futhi, singakhetha ubuchwepheshe obufanele bamaphrojekthi ethu.
Ake sidlule kubo bobabili ngamunye ngamunye.
Ukuqonda I-Computer Vision
Amandla amakhompiyutha okuhumusha umhlaba obonakalayo aziwa ngokuthi umbono wekhompyutha. Kuhlanganisa ukuqeqesha amakhompyutha ukuze aqonde futhi ahlaziye izithombe namavidiyo edijithali.
Lobu buchwepheshe busebenza ngendlela amehlo nobuchopho obusebenza ngayo kubantu. Amakhompyutha angakwazi ukubona izinto, ubuso, namaphethini. Bangakwazi ukukhipha idatha ezithombeni. Futhi, bahlola idatha besebenzisa ama-algorithms namamodeli.
Izimboni eziningana, okuhlanganisa ezempilo, ezokuthutha, ezokuzijabulisa, nokuphepha, zingazuza embonweni wekhompyutha. Isibonelo, umbono wekhompyutha usetshenziselwa ukuqondisa izimoto ezingashayeli nokusiza odokotela ekuhlonzeni izifo.
Amathuba okubona ngekhompyutha akunamkhawulo. Futhi, sesiqale ukuhlola amandla abo.
Imisebenzi Esemqoka Yombono Wekhompyutha
Ukubonwa Kwesithombe
Umsebenzi obalulekile wokubona ngekhompyutha ukuqashelwa kwesithombe. Ifundisa amasistimu ekhompiyutha ukuthi angabona kanjani futhi ahlukanise izithombe ezidijithali ngokwezigaba. Lokhu kusho ukuthi amakhompyutha ayakwazi ukubona ngokuzenzakalelayo izingxenye zesithombe.
Bangakwazi ukuhlukanisa phakathi kwezinto, izilwane, nabantu, futhi bafake amalebula ngendlela efanele.
Izimboni ezimbalwa zisebenzisa ukuqashelwa kwezithombe. Isibonelo, ukubonwa kwesithombe kusetshenziswa kumasistimu okuvikela ukuhlonza nokulandelela abahlaseli. Futhi, isetshenziswa ku-radiography ukusiza odokotela ekuxilongeni nasekwelashweni.
Ukutholwa Kwento
Kuyindlela yokuthola nokubona izinto kumidiya emile noma ehambayo ebonakalayo. Izicelo zalo msebenzi zifaka amarobhothi, izimoto ezizimele, nokugadwa. Ngokwesibonelo, i- I-Nest Cam iyisistimu yokuphepha yasekhaya eyazisa amakhasimende uma ithola ukunyakaza noma umsindo kusetshenziswa ukutholwa kwento.
Izigaba
Inqubo yokuhlukanisa isithombe isihlukanisa sibe izingxenye eziningi, ngasinye sinezici zaso ezihlukile. Izicelo zalo msebenzi zifaka phakathi ukuhlaziywa kwamadokhumenti, ukucutshungulwa kwevidiyo, kanye nesithombe sezokwelapha.
Isibonelo, uhlelo oludumile lokuhlela izithombe I-Adobe Photoshop isebenzisa ukuhlukaniswa ukuze ihlukanise izingxenye ezihlukahlukene phakathi kwesithombe futhi isebenzise imithelela eyahlukahlukene engxenyeni ngayinye.
Ukuqonda Ukufunda Ngomshini
Isibonelo esisodwa se ukuhlakanipha okungekhona okwangempela ukufunda ngomshini. Ifundisa amakhompyutha ukufunda kudatha futhi enze izibikezelo ngokusekelwe kuleyo datha. Ngaphandle kokufakwa amakhodi ngokucacile, isebenzisa amamodeli ezibalo ukusiza amakhompyutha abe ngcono emsebenzini othile.
Ukukubeka ngenye indlela, ukufunda ngomshini kuyinqubo yokuqeqeshwa amakhompyutha ukuze azifundele wona ngenkathi ethatha idatha njengomhlahlandlela wawo.
Idatha, ama-algorithms, kanye nempendulo yizingxenye ezintathu eziyinhloko zokufunda komshini. I i-algorithm yokufunda yomshini kufanele iqale iqeqeshwe kudathasethi ukuze ibone amaphethini. Okwesibili, i-algorithm yenza izibikezelo ngokusekelwe kudathasethi entsha isebenzisa amaphethini afundiwe.
Ekugcineni, ngemva kokuthola impendulo ngezibikezelo zayo, i-algorithm yenza izinguquko. Futhi, ithuthukisa ukusebenza kahle kwayo.
Izinhlobo Eziyinhloko Zokufunda Ngomshini
Ukufunda Okugadiwe
Ekufundeni okugadiwe, isethi yedatha enelebula iqeqesha i-algorithm. Ngakho, okokufaka kanye nokuphumayo okufanayo kumatanisiwe. Ngemva kokufunda ukubhanqa okokufaka nokuphumayo, i-algorithm ingabikezela imiphumela isebenzisa idatha entsha.
Izinhlelo zokusebenza ezifana nokubonwa kwesithombe, ukubonwa komsindo, nokucubungula ulimi lwemvelo zisebenzisa ukufunda okugadiwe. Umsizi obonakalayo we-Apple Siri, ngokwesibonelo, isebenzisa ukufunda okugadiwe ukuze itolike futhi ifeze imiyalo yakho.
Ukufunda okungagadiwe
Ukufunda okungagadiwe kuyisethi engaphansi yokufunda komshini. Kulokhu, i-algorithm ifundiswa kudathasethi lapho okokufaka nokuphumayo kungabhanqiwe. Ukuze ukhiqize ukuqagela, i-algorithm kumele iqale ifunde ukubona amaphethini nokuhlobana kudatha.
Izinhlelo zokusebenza ezifana nokuminyanisa idatha, ukutholwa okudidayo, nokuhlanganisa zisebenzisa ukufunda okungagadiwe. Ngokwesibonelo, Amazon incoma izimpahla kubathengi ngokusekelwe emlandweni wabo wokuthenga kanye nemikhuba yokuphequlula besebenzisa ukufunda okungagadiwe.
Ukuqiniswa kokufunda
Kubandakanya ukusebenzelana nemvelo nokuthola impendulo ngendlela yemiklomelo nezijeziso. I-algorithm izuza ikhono lokwenza izinqumo ezikhulisa imiklomelo futhi zehlise izinhlawulo.
Izicelo zalolu hlobo lokufunda komshini zifaka amarobhothi, izimoto ezizishayelayo, kanye nemidlalo. Isibonelo, i-Google DeepMind's AlphaGo isofthiwe isebenzisa ukuqinisa ukufunda ukudlala umdlalo we-Go.
Ubudlelwano Phakathi Kombono Wekhompyutha Nokufunda Ngomshini
Isebenza Kanjani I-Computer Vision Tasks Ingasebenzisa Ama-algorithms Wokufunda Ngomshini?
Imisebenzi eminingana yokubona ikhompuyutha, ehlanganisa ukuhlonza into nokuhlukaniswa kwezithombe, isebenzisa ukufunda ngomshini. Indlela ejwayelekile yokufunda ngomshini esetshenziswayo yile amanethiwekhi we-convolutional neural (ama-CNN).
Ingakwazi ukubona amaphethini nezici ezithombeni.
Ngokwesibonelo, Izithombe zeGoogle isebenzisa ama-algorithms okufunda komshini. Ibona ngokuzenzakalelayo futhi ihlukanise izithombe ngokusekelwe ezintweni nabantu abakhona.
Izicelo zokubona ngekhompyutha nokufunda komshini emhlabeni wangempela
Izinhlelo zokusebenza ezimbalwa zomhlaba wangempela zihlanganisa ukubona kwekhompyutha nokufunda ngomshini. Isibonelo esihle izimoto ezizishayelayo. Bahlonza futhi baqaphe izinto ezisemgwaqweni ngokubona kwekhompyutha.
Futhi, basebenzisa ama-algorithms okufunda komshini ukwenza izahlulelo ngokusekelwe kulolo lwazi. Waymo iyinkampani yezimoto ezishayelayo ephethwe yi-Alphabet. Ngokubonwa kwento nokumepha, kuhlanganisa kokubili ukubona kwekhompyutha nokufunda komshini.
Ukubona ngekhompyutha nokufunda ngomshini kusetshenziswa ndawonye embonini yezokwelapha. Basiza ochwepheshe ukuba bahlole izithombe zezokwelapha futhi basize ekuxilongweni. Isibonelo, ithuluzi lokuxilonga eligunyazwe yi-FDA i-IDx-DR lisebenzisa ukufunda komshini ukuze lihlole izithombe ze-retina futhi lithole i-retinopathy yesifo sikashukela. Kuyisimo okuthi uma singanakwa, sigcine singaboni.
Umehluko Phakathi Kokufunda Komshini kanye Nombono Wekhompyutha
Izinhlobo Zedatha Eqashiwe
Izinhlobo zedatha ezisetshenziswa umbono wekhompyutha nokufunda komshini ziyehluka. Ukufunda ngomshini kungaphatha izinhlobo ezihlukahlukene zedatha, okuhlanganisa idatha yezinombolo, yombhalo, neyomsindo.
Nokho, ukubona ngekhompyutha kugxile kuphela idatha ebonakalayo njengezithombe namavidiyo.
Imigomo Yenkambu ngayinye
Ukufunda ngomshini kanye nombono wekhompyutha kunezinjongo ezihlukahlukene. Imigomo eyinhloko yombono wekhompyutha ukuhlaziya nokuqonda okokufaka okubukwayo. Lokhu kufaka phakathi ukubonwa kwento, ukulandelela ukunyakaza, nokuhlaziywa kwesithombe.
Nokho, ama-algorithms okufunda komshini angasetshenziswa kuzo zonke izinhlobo zemisebenzi.
Umbono Wekhompyutha Njengengxenye Yokufunda Ngomshini
Nakuba kuyindawo ehlukile, umbono wekhompyutha ubuye ubonakale njengengxenye yokufunda komshini.
Izindlela ezimbalwa nezinsiza ezisetshenziswa ekufundeni komshini—njenge ukufunda okujulile, amanethiwekhi e-neural, kanye nokuhlanganisana—kubuye kusetshenziselwe ukudala umbono wekhompyutha.
Amathuba Ajabulisayo Asengaphambili
Amandla okuhlangana kwawo akhula ngokuthakazelisa kakhulu. Ngokuthuthuka kobuchwepheshe obusha, singalindela ukubona izinhlelo zokusebenza ezinhle.
Inkambu eyodwa lapho le mpambana-mgwaqo ithakazelisa kakhulu amarobhothi. Ukubona ngekhompyutha nokufunda ngomshini kuzodlala indima ebalulekile ekuvumeleni amarobhothi ukuthi azulazule endaweni eyinkimbinkimbi.
Bazosebenzisana nezinto kanye nabantu njengoba bekhula ngokuzimela. Singalindela ukubona amarobhothi asebenza kahle kakhulu emisebenzini ehlukahlukene.
Elinye ikhono elithakazelisayo lingokoqobo elibonakalayo. Ukubona ngekhompyutha nokufunda komshini, namandla ako okuhlonza nokuhlaziya okokufaka okubukwayo, kungavumela abantu ukuthi bahlanganyele nendawo ebonakalayo ngokwemvelo nangokunembile. Sizobona izinhlelo zokusebenza ezisivumela ukuthi sihlanganise kahle umhlaba wangempela nowe-virtual. Izoveza amathuba amasha okuzijabulisa, ezemfundo, nezinye izinjongo.
Ikusasa lokubona ngekhompyutha nokufunda ngomshini linesithembiso esikhulu. Sizobona ukusetshenziswa okuphawuleka nakakhulu kwalezi zizinda eminyakeni ezayo.
shiya impendulo